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The Constructibility Framework: Collapse Boundaries, Early Warning, and Dynamic Resource Trajectories in Neural Learning Systems. A Six-Paper Research Monograph
constructibility, learning collapse, distribution shift, early warning, multi-agent, zero-shot calibration, hysteresis, metastability
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